MmFilter: Language-guided video analytics at the edge

Z Hu, N Ye, C Phillips, T Capes… - Proceedings of the 21st …, 2020 - dl.acm.org
… Window-based approach also avoids redundant … and suppress information given the context
of the video and query. Consider the query "a dog is biting the curtains" and a video clip of a …

Privacy-preserving edge video analytics

M Hu, Y Fu, D Wu - Fog/Edge Computing For Security, Privacy, and …, 2021 - Springer
… [34] presented Vigil, which contributed on frame selection to suppress redundancy. When
multiple cameras capture different views of an object or person of interest to the user query, …

[图书][B] High Performance Video Stream Analytics System for Object Detection and Classification

MU Yaseen - 2021 - search.proquest.com
… We investigate an automated video analytics system in this thesis which takes into account
… Also, redundant information resides in the histograms of both LBPs, since they are strongly …

[PDF][PDF] Leveraging Real-time Edge AI-Video Analytics to Detect and Prevent Threats in Sensitive Environments

A Bensakhria - 2023 - researchgate.net
… The ultimate outcome is refined by applying a confidence threshold and a non-maximum
suppression algorithm, which aids in eliminating redundant or low-confidence boxes. …

Edge analytics in the internet of things

M Satyanarayanan, P Simoens, Y Xiao… - IEEE Pervasive …, 2015 - ieeexplore.ieee.org
… system of VM-based cloudlets that perform video analytics at the edge of the Internet. … video.
Conversely, pruning the collection of videos at locations and times, where much redundant

[PDF][PDF] Customer analysis via video analytics: customer detection with multiple cues

T Katanyukul, J Ponsawat - Acta Polytechnica Hungarica, 2017 - epa.niif.hu
… Non-maximum suppression [27] is a mechanism to remove redundant bounding … redundant
and one of them should be suppressed. A simple way to perform non-maximum suppression

Deep Learning Assists Surveillance Experts: Toward Video Data Prioritization

T Hussain, FUM Ullah, SU Khan, A Ullah… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
… The preliminary step of our framework removes redundant or similar frames from any given
input video… His research interests include image processing, video analytics, multimedia data …

Efficient and privacy preserving video transmission in 5G-enabled IoT surveillance networks: Current challenges and future directions

K Muhammad, T Hussain, JJPC Rodrigues… - IEEE …, 2020 - ieeexplore.ieee.org
… filter the video data by keeping salient information and suppressing redundant contents. …
Further, we provide a compact overview of video analytics, SVS, and MVS methods from the …

Intelligent embedded vision for summarization of multiview videos in IIoT

T Hussain, K Muhammad, J Del Ser… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
… IIoT precisely, we employ efficient and light-weight CNN to suppress the redundant video
data. Our proposed framework reads input video (6-fps) and discards the frames with no salient …

Streaming video analytics on the edge with asynchronous cloud support

A Ghosh, S Iyengar, S Lee, A Rathore… - arXiv preprint arXiv …, 2022 - arxiv.org
… object, we use Non-max suppression, which removes locally repeated detections. … redundant
DNN-based detection both at the cloud and edge. Our analysis shows that such redundant